library(Rtsne)
library(tidyverse)
library(easystats)
library(plotly)
df <- read.csv("data_objective.csv") |>
mutate(Typology = ifelse(str_detect(File, "City"), "City", "Green"))
# Remove duplicates
df <- df[!duplicated(select(df, -File, -Typology)), ] Applying t-Distributed Stochastic Neighbor Embedding (t-SNE).
rez <- df |>
select(RedGreen, BlueYellow , Colorfulness, Contrast, Saturation,
Entropy, Brightness, Luminance_Perceived, Faces) |>
scale() |>
Rtsne(dims = 3, perplexity = 30) %>%
.$Y |>
as.data.frame() %>%
data_rename(paste0("tSNE_", 1:ncol(.))) |>
cbind(df)
plot_ly(x=df$tSNE_1, y=df$tSNE_2, z=df$tSNE_3, type="scatter3d", mode="markers", color=df$Typology, colors = c("red", "green"))select(df, -File)## Redness Greenness Blueness Yellowness RedGreen BlueYellow
## 1 0.5127566 0.4803547 0.5240938 0.4759062 0.730179723 -0.97390806
## 2 0.6820184 0.6368592 0.1118293 0.8881707 -6.118894606 17.20704655
## 3 0.6642524 0.6026335 0.1599868 0.8400132 -3.872497897 15.42413049
## 4 0.6141506 0.6036833 0.2348753 0.7651247 -3.935726211 10.95921303
## 5 0.7415622 0.5361101 0.2069247 0.7930753 -2.168453643 9.67725774
## 6 0.6832718 0.5531161 0.2236399 0.7763601 -1.127676680 12.40887023
## 8 0.6745102 0.5849891 0.1949282 0.8050718 -3.080615341 11.85261407
## 9 0.4821561 0.5498513 0.4456205 0.5543795 -2.972477233 -1.95715764
## 10 0.6163098 0.6969894 0.1373076 0.8626924 -8.393226597 17.06896232
## 11 0.5318892 0.5498431 0.3989852 0.6010148 -3.021154286 1.43475366
## 12 0.5428277 0.5408192 0.4020908 0.5979092 -2.689220003 1.50350590
## 13 0.6596459 0.6506652 0.1947001 0.8052999 -5.873133023 13.12353344
## 14 0.5776989 0.6250849 0.2486166 0.7513834 -5.074953561 10.73879586
## 15 0.5975055 0.5847173 0.2597352 0.7402648 -3.759683530 10.21898756
## 16 0.5881799 0.5996103 0.3065026 0.6934974 -4.329193250 7.41643975
## 17 0.6015881 0.6447846 0.2123414 0.7876586 -5.684790145 13.75728591
## 18 0.6466507 0.6215883 0.1819641 0.8180359 -5.824055290 14.10997361
## 19 0.5348084 0.7691104 0.1998705 0.8001295 -11.122536594 14.80012729
## 20 0.6586043 0.6441385 0.2051193 0.7948807 -5.800689888 10.59613704
## 21 0.4685731 0.4728062 0.5677277 0.4322723 0.875327904 -0.22861501
## 22 0.4352435 0.3960519 0.7152113 0.2847887 1.221067038 -2.16908007
## 23 0.4139223 0.3576310 0.7598463 0.2401537 1.141535762 -3.48648294
## 24 0.4959979 0.3657576 0.6635179 0.3364821 1.233480033 -0.90962239
## 25 0.4596875 0.3784540 0.7050750 0.2949250 1.802573957 -2.45850519
## 26 0.3127774 0.3934263 0.8532978 0.1467022 0.953759823 -5.80113992
## 27 0.3554212 0.4139288 0.7817820 0.2182180 0.984830231 -3.58014182
## 28 0.4482841 0.4364453 0.6442100 0.3557900 0.319708867 -1.23100211
## 29 0.4740314 0.4206428 0.6217007 0.3782993 -0.191992737 -2.24853956
## 30 0.5174274 0.4629507 0.5487197 0.4512803 -0.335325773 -1.41732477
## 31 0.5725406 0.3606881 0.6221841 0.3778159 1.166817495 -2.18672767
## 32 0.5693440 0.3840881 0.6096581 0.3903419 1.931946839 -1.70319304
## 33 0.5049063 0.4165892 0.6133957 0.3866043 1.664073219 0.02926349
## 34 0.5803524 0.3871471 0.5977298 0.4022702 2.132683519 -0.65063512
## 35 0.6144075 0.3668570 0.5627062 0.4372938 2.079430616 -0.44748292
## 36 0.6455980 0.4237789 0.4694879 0.5305121 1.817220556 1.86889466
## 37 0.5953175 0.4097495 0.5503466 0.4496534 1.808477192 -0.87053627
## 38 0.4217568 0.5202603 0.5480286 0.4519714 -0.585070272 1.36522165
## 39 0.5476027 0.4218711 0.5766038 0.4233962 0.771217451 -1.15742036
## 40 0.4883537 0.3729580 0.6932055 0.3067945 2.006055166 -2.20409460
## 41 0.4696379 0.4126927 0.6474611 0.3525389 1.292590749 -2.20771061
## 42 0.4820693 0.3708937 0.6814094 0.3185906 2.577406651 -3.05279238
## 43 0.4056966 0.3826046 0.7745879 0.2254121 1.049100919 -2.62166461
## 44 0.5130432 0.2960855 0.7110461 0.2889539 1.818014165 -1.69250561
## 45 0.4422570 0.3136624 0.7721544 0.2278456 1.332392451 -3.39336463
## 46 0.4742955 0.3103986 0.7472801 0.2527199 1.909487321 -2.37353204
## 47 0.5249133 0.3268152 0.6644336 0.3355664 1.688689384 -0.74565472
## 48 0.5221209 0.6067178 0.3761771 0.6238229 -3.328130635 4.23504542
## 49 0.5228509 0.4179082 0.5702629 0.4297371 0.685050487 0.67572179
## 50 0.4840626 0.6369330 0.3866345 0.6133655 -4.002150959 4.89790326
## 51 0.4970402 0.4651090 0.5634411 0.4365589 -0.297246545 0.17026267
## 52 0.5274333 0.4751196 0.5238491 0.4761509 0.067746513 -0.32458462
## 53 0.4938115 0.5627491 0.4551601 0.5448399 -1.084471663 1.02328211
## 54 0.5814348 0.4460110 0.4786751 0.5213249 -0.042677463 1.42899725
## 55 0.5250924 0.5606531 0.4225590 0.5774410 -1.750764182 2.66465641
## 56 0.5389659 0.5304010 0.4438915 0.5561085 -0.816213857 1.14699620
## 57 0.5372424 0.4798486 0.5157119 0.4842881 -0.298961764 -0.21625172
## 58 0.5323314 0.4947735 0.4864629 0.5135371 -1.066986338 1.52969423
## 59 0.4377388 0.4912040 0.5432277 0.4567723 -1.759698701 -1.69283198
## 60 0.5145201 0.3930254 0.6140674 0.3859326 0.897460875 0.46089487
## 61 0.4532939 0.3737573 0.6718571 0.3281429 0.846809252 -1.53564339
## 62 0.5189803 0.3907800 0.6189457 0.3810543 1.202038371 -2.13706262
## 63 0.4443391 0.3635240 0.6989998 0.3010002 1.029948642 -1.74818887
## 64 0.3806947 0.3768561 0.7578220 0.2421780 0.585466159 -2.42470983
## 65 0.4890532 0.3274047 0.7193222 0.2806778 0.968823774 -1.61806394
## 66 0.5235263 0.3698709 0.6392366 0.3607634 1.358744797 -0.14888039
## 67 0.4579304 0.4424555 0.6308533 0.3691467 0.718292302 0.17795962
## 68 0.5290975 0.4845564 0.5144082 0.4855918 -0.472840041 0.13666891
## 69 0.4811683 0.4163921 0.6388255 0.3611745 0.377724257 -2.06489352
## 70 0.4170357 0.4136430 0.7239064 0.2760936 0.632349595 -2.65693377
## 71 0.4519008 0.4959921 0.5779118 0.4220882 -0.473183762 -0.31563412
## 72 0.4583246 0.5269626 0.5344848 0.4655152 -1.029170980 0.45711658
## 73 0.5183711 0.4836909 0.4994410 0.5005590 -0.568060897 0.47914749
## 74 0.4572764 0.3769775 0.7189092 0.2810908 1.101404484 -2.52838878
## 75 0.4937524 0.4732109 0.5691990 0.4308010 -0.527849043 -0.30140254
## 76 0.5355302 0.4846543 0.4908400 0.5091600 3.281658432 0.85813863
## 77 0.3960420 0.5146827 0.5791209 0.4208791 0.301404242 -1.02666311
## 78 0.4236132 0.5102083 0.5584992 0.4415008 0.432784729 0.01418132
## 79 0.5341457 0.4885158 0.4801612 0.5198388 1.682391097 1.46084866
## 80 0.6942448 0.5203375 0.2702580 0.7297420 3.008691143 9.11751680
## 81 0.6202521 0.5581428 0.2941443 0.7058557 -3.976503154 7.78589734
## 82 0.6683251 0.4873742 0.2992041 0.7007959 -2.222411273 7.24464765
## 83 0.6057778 0.6347756 0.2351587 0.7648413 -8.942452982 14.78352613
## 84 0.7506875 0.4212619 0.3663590 0.6336410 3.960207245 4.87651087
## 85 0.7798444 0.3673586 0.3951440 0.6048560 3.815358884 3.10920654
## 86 0.8093736 0.3969680 0.3274824 0.6725176 4.474379268 4.35205029
## 87 0.8313626 0.4243460 0.2999249 0.7000751 6.477734071 7.84353012
## 88 0.7457023 0.4543789 0.3193663 0.6806337 3.447933338 6.28728760
## 89 0.7581687 0.4176715 0.3578982 0.6421018 2.725818877 4.23822698
## 90 0.7666085 0.4171540 0.3482243 0.6517757 4.480946529 5.73521540
## 91 0.5469320 0.4818847 0.4774944 0.5225056 1.485865892 2.03551160
## 92 0.8158380 0.4227553 0.3058538 0.6941462 5.305342196 6.79162719
## 93 0.7904048 0.4230385 0.3285183 0.6714817 4.892787781 5.89833370
## 94 0.6490410 0.5154587 0.3236386 0.6763614 1.279356198 7.62370678
## 95 0.6030303 0.3693975 0.5603939 0.4396061 1.876648584 -1.19824415
## 96 0.8008454 0.4129844 0.3213622 0.6786378 4.031630396 5.25573523
## 97 0.7637010 0.3654074 0.4119534 0.5880466 3.585465401 2.74799516
## 98 0.7075410 0.4001062 0.4091112 0.5908888 0.725540792 4.19102021
## 99 0.5460896 0.4996817 0.4484276 0.5515724 0.437477702 3.03216419
## 100 0.7312615 0.4320707 0.3873662 0.6126338 2.683537496 3.48323213
## 101 0.5741011 0.3803340 0.5744767 0.4255233 4.277278843 -2.94385515
## 102 0.5706954 0.4562586 0.4630652 0.5369348 0.966694528 0.18221466
## 103 0.6595600 0.4641449 0.3864660 0.6135340 4.368160593 9.01892047
## 104 0.5958361 0.4416046 0.4748921 0.5251079 4.309992414 3.39328327
## 105 0.5470476 0.4600590 0.4995795 0.5004205 0.863011437 1.25754590
## 106 0.4573832 0.4538138 0.6005958 0.3994042 1.147370944 0.32084874
## 107 0.5249552 0.4190574 0.5712256 0.4287744 1.816288425 -1.04324499
## 108 0.4763622 0.4377120 0.6126766 0.3873234 0.375799237 -1.97636487
## 109 0.4681574 0.4411905 0.6115759 0.3884241 1.782887737 -2.28647987
## 110 0.4388964 0.4345256 0.6484474 0.3515526 0.987521234 -2.56152529
## 111 0.4341819 0.4669622 0.6136973 0.3863027 0.003306320 -1.70636807
## 112 0.4867685 0.4374552 0.5919948 0.4080052 1.943280882 -1.81789861
## 113 0.6664328 0.4500592 0.3910531 0.6089469 4.524869480 7.25693388
## 114 0.4740021 0.4492730 0.5909121 0.4090879 0.871040513 -1.84990385
## 115 0.4749603 0.4330407 0.6182683 0.3817317 1.975464796 -2.11398777
## 116 0.4589317 0.4516188 0.5991828 0.4008172 0.007463899 -1.49617127
## 117 0.5580219 0.4422651 0.5072203 0.4927797 1.099327662 -0.08423661
## 118 0.6143617 0.3944839 0.5140239 0.4859761 2.043090446 -1.00322493
## 119 0.4329073 0.4368188 0.6490259 0.3509741 1.433799845 -3.40756460
## 120 0.5623826 0.3957985 0.5662412 0.4337588 2.762778909 -2.77488674
## 121 0.5980913 0.3740085 0.5471596 0.4528404 4.880231750 -1.63982396
## 122 0.5738823 0.3603729 0.6113796 0.3886204 4.913595878 -4.59823425
## 123 0.6607524 0.4555131 0.3935139 0.6064861 4.764268047 7.89116133
## 124 0.6590942 0.5050759 0.3198331 0.6801669 1.592396379 11.28425266
## 125 0.6469787 0.5051551 0.3388163 0.6611837 1.691921872 9.56419994
## 126 0.6406093 0.5330766 0.3069587 0.6930413 1.011496190 11.57180608
## 127 0.6640887 0.5239374 0.2876513 0.7123487 0.401268782 13.56811248
## 128 0.6332280 0.4874050 0.3751051 0.6248949 2.012942863 6.16353985
## 129 0.6383961 0.4606918 0.4114876 0.5885124 3.621671379 4.34128226
## 130 0.4923345 0.3947025 0.6394354 0.3605646 1.866883079 -2.16928584
## 131 0.5354657 0.3832788 0.6134217 0.3865783 1.633128510 -2.13547988
## 132 0.5606779 0.4907534 0.4624794 0.5375206 -0.829407852 3.40710110
## 133 0.4877464 0.4212751 0.6180072 0.3819928 0.701671712 -0.99672950
## 134 0.5682585 0.4659106 0.4602838 0.5397162 -0.336619634 4.14407257
## 135 0.4515574 0.4356076 0.6597771 0.3402229 1.031180942 -3.75653990
## 136 0.4481898 0.3886125 0.7060139 0.2939861 1.919689366 -4.17263686
## 137 0.6192776 0.3521329 0.5620863 0.4379137 2.663647450 -0.49208260
## 138 0.5785532 0.3616481 0.6042703 0.3957297 3.204150995 -1.34432296
## 139 0.4924868 0.4197210 0.6306938 0.3693062 1.230846944 -3.05840668
## 140 0.5849547 0.3423275 0.6178542 0.3821458 2.863481050 -1.61270688
## 141 0.5428819 0.4022342 0.5948090 0.4051910 2.223947877 -1.66104274
## 142 0.4612192 0.4080616 0.6552530 0.3447470 1.102480915 -3.19336503
## 143 0.5879375 0.3565452 0.6051717 0.3948283 3.475053498 -1.12807225
## 144 0.5796901 0.3693010 0.5799068 0.4200932 2.101923950 -1.29824979
## 145 0.4625185 0.5040060 0.5385061 0.4614939 -1.467418253 2.19760961
## 146 0.4730431 0.4689527 0.5650688 0.4349312 0.437021359 0.26112071
## 147 0.3851071 0.4880747 0.6517284 0.3482716 -1.566868383 -1.75223245
## 148 0.5332920 0.3869844 0.6430123 0.3569877 1.804515389 -1.53939117
## 149 0.6879010 0.3529604 0.4806770 0.5193230 3.717914714 1.43885059
## 150 0.6005475 0.3723442 0.5425653 0.4574347 1.527341443 0.45727663
## 151 0.6353893 0.3670267 0.5538032 0.4461968 3.879634025 0.64712535
## 152 0.5737802 0.4066704 0.5496497 0.4503503 1.572607679 0.62359667
## 153 0.6109388 0.3845828 0.5453387 0.4546613 1.711716346 0.63488881
## 154 0.4857242 0.3948921 0.6317533 0.3682467 1.211093566 -1.36088426
## 155 0.6552072 0.3860435 0.4938321 0.5061679 2.730466169 -0.50569940
## 156 0.6642896 0.4235905 0.4294219 0.5705781 1.341492688 2.43275842
## 157 0.6376367 0.4196102 0.4660236 0.5339764 1.247373920 0.89497427
## 158 0.5804747 0.4449667 0.4897664 0.5102336 1.206899160 1.53913606
## 159 0.6112922 0.3748327 0.5467431 0.4532569 1.123123157 0.09611012
## 160 0.6101263 0.4441250 0.4628148 0.5371852 0.986989527 0.82210566
## 161 0.6146759 0.3908498 0.5289088 0.4710912 2.729030639 0.54104971
## 162 0.6306410 0.4164677 0.4719120 0.5280880 1.562394869 1.25938761
## 163 0.5212847 0.4345577 0.5522297 0.4477703 0.712138482 -0.13951889
## 164 0.5212365 0.3601121 0.6763915 0.3236085 3.105585261 -3.38792575
## 165 0.5136484 0.3952748 0.6222641 0.3777359 1.226747953 -0.03364035
## 166 0.5888828 0.3883194 0.5521518 0.4478482 1.914542784 0.52208770
## 167 0.6521241 0.3886505 0.5144172 0.4855828 2.125307584 1.13394899
## 168 0.7431498 0.4141838 0.3919187 0.6080813 2.546628239 2.34056198
## 169 0.4894038 0.4011586 0.6602366 0.3397634 1.684840021 -2.18023645
## 170 0.6072255 0.4501836 0.4526463 0.5473537 3.253999415 3.74823143
## 171 0.6651966 0.3905110 0.4740225 0.5259775 2.457304250 1.76028174
## 172 0.6212192 0.3867658 0.5268238 0.4731762 1.599098632 -0.24989817
## 173 0.6417515 0.3642084 0.5447636 0.4552364 2.016380865 0.51152812
## 174 0.4930868 0.4083989 0.6151441 0.3848559 2.059170692 -1.14154246
## 175 0.7327938 0.4032595 0.3978537 0.6021463 4.019734446 3.91768834
## 176 0.6721594 0.3351058 0.5446223 0.4553777 2.580241452 0.11626391
## 177 0.5985503 0.4042256 0.5159740 0.4840260 1.911438343 0.12813218
## 178 0.6529202 0.3959538 0.4730943 0.5269057 2.225004186 2.37742228
## 179 0.6140992 0.3395354 0.5868592 0.4131408 3.861658443 -0.54115177
## 180 0.5851166 0.3578178 0.5892908 0.4107092 2.168246398 -0.12126563
## 181 0.4845105 0.3838051 0.6782948 0.3217052 2.065003580 -2.26609781
## 182 0.6363839 0.3724462 0.5403269 0.4596731 3.281174493 0.09946017
## 183 0.5664883 0.3767189 0.6115082 0.3884918 3.098878541 -0.89013659
## Colorfulness Contrast Saturation Entropy Brightness Luminance
## 1 0.2722369 26.97743 0.14223619 7.661039 0.5318038 0.29133482
## 2 0.1146701 20.96589 0.33866220 7.612010 0.4677989 0.21648103
## 3 0.1704446 26.19863 0.35558920 7.787119 0.4786441 0.24491720
## 4 0.1938900 28.44789 0.28838979 7.581606 0.4950414 0.28526217
## 5 0.2248173 29.07860 0.23420201 7.258712 0.5045133 0.30251181
## 6 0.1937633 25.50777 0.32693735 7.814137 0.5210761 0.27182615
## 8 0.1946817 25.61496 0.30745416 7.718948 0.4732659 0.24062899
## 9 0.2546066 30.54177 0.28069193 7.720627 0.5280796 0.28547062
## 10 0.1075218 21.64612 0.32659335 7.565595 0.4714484 0.22583566
## 11 0.2679806 32.40424 0.22849704 7.419929 0.5107382 0.30897906
## 12 0.2765739 32.51766 0.22216027 7.358850 0.5069407 0.30921104
## 13 0.1668165 15.30985 0.29306031 7.293271 0.4374541 0.16213709
## 14 0.1859088 25.88725 0.32238742 7.569424 0.4756401 0.24221602
## 15 0.2047369 24.73420 0.38519830 7.692661 0.4939703 0.23117184
## 16 0.2391545 31.01938 0.22786911 7.224167 0.4953759 0.30465087
## 17 0.1728943 27.72186 0.32196309 7.512522 0.4780861 0.26073198
## 18 0.1884262 20.54802 0.30372293 7.436331 0.4480292 0.20109275
## 19 0.1077565 14.12342 0.30099114 7.083688 0.4125179 0.14641764
## 20 0.1737378 28.23366 0.22821930 6.992986 0.5049159 0.30244338
## 21 0.2655408 16.13959 0.14634307 7.255801 0.4307011 0.15925810
## 22 0.2434776 23.38045 0.14655800 7.375297 0.4257593 0.18949915
## 23 0.1971968 18.60725 0.14348222 7.398392 0.4454867 0.17763443
## 24 0.2673090 20.24767 0.15471053 7.452701 0.4294976 0.17309232
## 25 0.2457523 22.29064 0.14713887 7.583560 0.4649503 0.20730099
## 26 0.1301551 20.36138 0.15856183 7.446445 0.4768003 0.20241327
## 27 0.1985920 19.43990 0.15377758 7.492727 0.4577884 0.18700585
## 28 0.2714385 18.39856 0.13456897 7.414085 0.4527967 0.18568246
## 29 0.2726050 16.71023 0.14260320 7.350793 0.4794571 0.20169741
## 30 0.2886429 17.40450 0.14263489 7.426206 0.4673866 0.19179901
## 31 0.3237382 19.41867 0.12533214 7.446989 0.4746629 0.20455678
## 32 0.3179857 22.09318 0.13930290 7.565582 0.4583125 0.20254577
## 33 0.2779031 22.19368 0.16155700 7.549762 0.4304657 0.18297548
## 34 0.3181453 21.85351 0.14950986 7.537720 0.4553883 0.19821197
## 35 0.3331338 19.70098 0.14067784 7.463312 0.4979949 0.22371551
## 36 0.3115577 21.19045 0.18166661 7.472480 0.4064100 0.16047908
## 37 0.3157590 19.40745 0.15135873 7.439526 0.4333431 0.16926926
## 38 0.2457776 17.55097 0.14704283 7.343768 0.4134073 0.15797173
## 39 0.2975570 19.85293 0.14258680 7.509644 0.4592377 0.19496114
## 40 0.2727298 17.23013 0.13324752 7.222301 0.4036070 0.14280633
## 41 0.2680612 20.21803 0.12045679 7.499705 0.4630939 0.20180934
## 42 0.2698067 17.39019 0.12335285 7.370615 0.4965671 0.21119024
## 43 0.2332734 18.85033 0.11326601 7.467661 0.4707401 0.20136479
## 44 0.2487162 21.21740 0.13784476 7.428444 0.3950424 0.15636241
## 45 0.1985880 20.60488 0.11929767 7.372722 0.4911008 0.22366760
## 46 0.2353345 17.53828 0.11459016 7.356899 0.4790494 0.20240777
## 47 0.2622670 18.00162 0.14301658 7.401509 0.4535203 0.18289472
## 48 0.2548586 16.91980 0.14293369 6.949866 0.3656958 0.13404772
## 49 0.2959095 21.95940 0.12891289 6.941290 0.4433586 0.20789234
## 50 0.2332852 20.15475 0.13997377 7.057693 0.4165189 0.18231313
## 51 0.2694152 20.97235 0.10003555 7.016305 0.4329856 0.19164035
## 52 0.2854883 21.92755 0.08467514 7.004612 0.3987224 0.17288848
## 53 0.2607507 20.70412 0.09408225 7.076732 0.3707126 0.14999152
## 54 0.2998229 18.62669 0.11186343 7.007345 0.4005425 0.15924437
## 55 0.2593063 22.82885 0.13058771 7.088563 0.3952485 0.17632763
## 56 0.2747068 21.91221 0.11164236 6.943249 0.3513490 0.14232838
## 57 0.2979298 22.15961 0.09703945 6.662653 0.3077385 0.11828663
## 58 0.2813889 22.82247 0.10167652 7.104972 0.3914892 0.17614079
## 59 0.2600808 23.81132 0.14103859 7.268373 0.5149811 0.26085178
## 60 0.2833590 24.33049 0.12939828 6.992494 0.4280533 0.20815546
## 61 0.2429573 21.93871 0.09406713 7.156267 0.3791448 0.16037280
## 62 0.3015570 23.12685 0.11847551 7.091933 0.3904732 0.16925452
## 63 0.2374342 23.31478 0.09680072 7.230822 0.3948549 0.17571566
## 64 0.2013258 21.64632 0.07924858 7.122321 0.4191938 0.18459223
## 65 0.2456782 15.43398 0.06762771 6.904116 0.3749199 0.13076989
## 66 0.2917698 16.10449 0.14614304 6.907759 0.3476636 0.10958637
## 67 0.2642116 16.00855 0.17240560 6.817595 0.3570451 0.11356793
## 68 0.2910881 23.14847 0.10480486 6.724192 0.3207315 0.13056589
## 69 0.2569411 22.48433 0.08516856 7.113386 0.4646524 0.22842930
## 70 0.2425076 26.14174 0.08776066 7.149441 0.4715469 0.25258980
## 71 0.2480762 20.76044 0.12643893 7.327648 0.4641461 0.21278600
## 72 0.2566853 22.03527 0.11434302 7.375903 0.4640768 0.22303765
## 73 0.2849883 21.65628 0.10538541 7.293242 0.4053601 0.17734506
## 74 0.2520093 19.69039 0.07973577 7.272654 0.4609310 0.20623326
## 75 0.2737806 26.58527 0.11011258 7.273274 0.4879074 0.27105893
## 76 0.2869068 23.36568 0.21829964 7.573769 0.4797786 0.21257355
## 77 0.2439274 23.56821 0.23567660 7.711144 0.5023988 0.23699169
## 78 0.2503714 24.76156 0.21443770 7.739350 0.5135878 0.25658965
## 79 0.2696280 23.40912 0.27436882 7.723024 0.4678709 0.20174541
## 80 0.2241401 23.65265 0.30321645 7.756244 0.4506788 0.18929485
## 81 0.2826171 18.11247 0.17116434 7.343314 0.5225406 0.25659984
## 82 0.3029493 24.16344 0.19763060 7.644158 0.4938761 0.26396920
## 83 0.2156980 19.19430 0.25963575 7.530198 0.5420757 0.27833404
## 84 0.3101205 25.45748 0.30444321 7.660025 0.4256468 0.18601307
## 85 0.3640919 18.79609 0.33003740 7.159975 0.2891465 0.08239202
## 86 0.3704237 26.27075 0.24872208 7.603096 0.4167790 0.18466147
## 87 0.2901809 22.88360 0.42601717 7.463831 0.3675453 0.12594522
## 88 0.3069155 26.69656 0.36378387 7.699455 0.4483495 0.19867019
## 89 0.3441555 24.85539 0.42322446 7.347810 0.3239154 0.12085950
## 90 0.3409952 25.73877 0.32144910 7.733999 0.4206267 0.17645522
## 91 0.2731764 23.84405 0.27412405 7.554358 0.6188158 0.32836062
## 92 0.3112768 25.30514 0.32484950 7.771388 0.4622029 0.20238341
## 93 0.3118475 23.88641 0.32386639 7.710992 0.4413948 0.17928701
## 94 0.2421115 20.79356 0.32813361 7.646187 0.5768839 0.27261239
## 95 0.3129896 23.27370 0.27029621 7.450907 0.3316557 0.12258388
## 96 0.3429558 22.64674 0.33982055 7.360916 0.3481294 0.12491794
## 97 0.3595081 18.88462 0.32209123 7.148516 0.2922192 0.08470910
## 98 0.3582759 20.38560 0.44732322 6.764750 0.2114638 0.06372428
## 99 0.2624705 22.50531 0.28069505 7.542252 0.6182134 0.32538381
## 100 0.2565470 17.18843 0.23959014 6.270197 0.4516777 0.22967900
## 101 0.3276876 32.59450 0.22013023 7.675197 0.5810018 0.35930529
## 102 0.3063430 28.07346 0.22846357 7.680866 0.5773628 0.32044474
## 103 0.3185097 26.15705 0.33696307 7.707987 0.5629648 0.28823400
## 104 0.3257594 29.43083 0.30052514 7.734388 0.5644893 0.30938697
## 105 0.2986376 25.42613 0.18731031 7.710405 0.5328894 0.28485863
## 106 0.2789828 28.34817 0.20514953 7.663956 0.5311469 0.29264199
## 107 0.3063590 24.50526 0.15158187 7.551685 0.5536994 0.29951696
## 108 0.2820772 27.08566 0.16847445 7.434026 0.5363911 0.30098242
## 109 0.2821266 27.32544 0.21844892 7.413200 0.5211109 0.27781148
## 110 0.2714860 25.39834 0.16895950 7.381382 0.5202396 0.27248827
## 111 0.2676528 25.04534 0.19487849 7.578094 0.5327408 0.27898784
## 112 0.2950963 25.78598 0.20523608 7.521579 0.5210617 0.26652534
## 113 0.3226742 26.23892 0.33213376 7.843384 0.6165229 0.31930625
## 114 0.2886415 24.62767 0.19948622 7.550240 0.5198719 0.26137007
## 115 0.2789367 23.33392 0.21751287 7.579104 0.5253965 0.25105745
## 116 0.2807278 26.20557 0.19518089 7.598464 0.5288240 0.28063855
## 117 0.3076333 25.77851 0.20750306 7.443574 0.5144956 0.26535305
## 118 0.3399690 28.55831 0.19120972 7.174374 0.5144693 0.28555767
## 119 0.2621495 30.35644 0.19403233 7.604380 0.5929430 0.36422326
## 120 0.3254340 32.48683 0.19505310 7.657248 0.5800340 0.36464964
## 121 0.3295610 34.19749 0.24709667 7.655168 0.5662947 0.35368583
## 122 0.3206439 36.25628 0.28103426 7.196487 0.5489995 0.35174437
## 123 0.3054233 24.65540 0.37088103 7.872191 0.6283485 0.31029783
## 124 0.2829941 28.10492 0.29995758 7.743818 0.5649116 0.31236719
## 125 0.2805065 26.87710 0.30268569 7.805208 0.5718380 0.30718804
## 126 0.2587673 26.38661 0.30337582 7.743616 0.5707667 0.30925515
## 127 0.2691125 26.26949 0.34031947 7.685445 0.5709807 0.31128334
## 128 0.2869281 27.09590 0.26834669 7.675834 0.5778268 0.31917117
## 129 0.3105112 24.17534 0.32428173 7.853245 0.6254738 0.31364513
## 130 0.2842674 27.23621 0.18172998 7.728144 0.4994905 0.26046887
## 131 0.3056176 31.09914 0.18578464 7.494605 0.4613269 0.25913905
## 132 0.2904235 26.37025 0.20854222 7.560174 0.4772497 0.24867963
## 133 0.2807920 26.34324 0.15590251 7.438462 0.5102418 0.27654219
## 134 0.3065735 29.78222 0.25969109 7.599831 0.4994493 0.28121815
## 135 0.2651789 27.46911 0.21558221 7.321672 0.5308023 0.28967238
## 136 0.2612056 26.60928 0.16758607 7.573849 0.4950548 0.25309510
## 137 0.3409968 27.44594 0.15238987 7.475979 0.4446369 0.22731032
## 138 0.3191062 29.08386 0.20688937 7.454835 0.4827673 0.25993644
## 139 0.2948252 26.73581 0.17414853 7.215074 0.5339135 0.29250628
## 140 0.3232378 31.39657 0.18360494 7.394438 0.4680840 0.26704206
## 141 0.3084425 29.18802 0.19423128 7.437050 0.4686983 0.25233290
## 142 0.2726411 27.51883 0.17187337 7.603520 0.5422429 0.30814481
## 143 0.3271657 30.39832 0.17771206 7.460720 0.5110695 0.29426346
## 144 0.3227886 29.69019 0.16445455 7.345687 0.4561009 0.25124077
## 145 0.2678390 27.63162 0.21646577 7.503508 0.4758659 0.25486649
## 146 0.2775064 31.85831 0.24649369 7.636175 0.5625901 0.34062383
## 147 0.2297183 27.60250 0.20914956 7.354414 0.5017101 0.27260345
## 148 0.3080851 30.78450 0.18097069 7.035580 0.4495241 0.25473194
## 149 0.3621079 27.38949 0.26992880 7.351080 0.3455240 0.15410921
## 150 0.3247344 27.87647 0.13836184 7.594526 0.5037836 0.28044628
## 151 0.3501365 31.69171 0.19721760 7.075073 0.5147039 0.30923169
## 152 0.3164550 28.20574 0.16625581 7.581147 0.4580020 0.24279669
## 153 0.3390903 30.57241 0.16788000 7.306309 0.4412601 0.24836043
## 154 0.2841104 28.57493 0.16853772 7.584483 0.3932108 0.19484890
## 155 0.3511118 28.19855 0.18500170 7.604393 0.4461283 0.22837369
## 156 0.3418693 29.81446 0.16848472 7.614523 0.4988400 0.29024355
## 157 0.3406693 30.22109 0.14050042 7.702849 0.5211944 0.31514755
## 158 0.3207054 29.86293 0.15402700 7.749866 0.5448832 0.33503615
## 159 0.3438695 32.68890 0.12282673 7.292342 0.4906495 0.31000346
## 160 0.3196687 29.41809 0.15807042 7.746730 0.5139063 0.29980862
## 161 0.3412623 31.57035 0.16254573 7.579291 0.5371664 0.33109245
## 162 0.3288738 28.93486 0.16214879 7.616715 0.4344916 0.23096301
## 163 0.3053581 32.44575 0.09165434 7.274647 0.6083772 0.43600995
## 164 0.3038664 31.48307 0.22513798 7.227459 0.4661204 0.26301895
## 165 0.2985836 28.64159 0.12706691 7.432043 0.5496948 0.33405031
## 166 0.3225701 27.47002 0.14014199 7.541161 0.4785832 0.25691846
## 167 0.3336374 26.60054 0.14415091 7.164347 0.4607233 0.23931904
## 168 0.3344368 31.56702 0.19021263 7.514542 0.4545257 0.26138352
## 169 0.2920565 31.02726 0.20347520 7.235727 0.4819873 0.27468487
## 170 0.3098989 30.91530 0.21937152 7.515193 0.5534041 0.33323948
## 171 0.3405807 29.20811 0.16438705 7.671357 0.5083906 0.28994416
## 172 0.3381213 23.72205 0.11058588 7.725409 0.4731008 0.23242040
## 173 0.3478320 29.50696 0.13550840 7.037001 0.4505163 0.25474648
## 174 0.2886637 28.43585 0.16370048 7.748750 0.5304530 0.30068597
## 175 0.3375629 28.46051 0.21127377 7.545908 0.4689870 0.24408069
## 176 0.3604623 26.81272 0.13526847 7.334951 0.4810586 0.25457808
## 177 0.3221127 27.15793 0.14897979 7.576937 0.4667655 0.24272175
## 178 0.3403653 28.24969 0.15564917 7.511057 0.4890426 0.26947977
## 179 0.3344325 28.42492 0.17359357 7.513302 0.4500616 0.23022716
## 180 0.3270978 29.65490 0.15047314 7.526156 0.4681551 0.25911866
## 181 0.2808230 27.86987 0.20378413 7.532040 0.4114332 0.19714777
## 182 0.3467779 30.34547 0.16774920 7.351794 0.4641290 0.25971075
## 183 0.3268341 30.01685 0.16613520 7.327325 0.4828272 0.27328802
## Luminance_Perceived Faces Resolution Framerate Typology
## 1 0.29261182 0.4444444 1920x1080 85.86667 Green
## 2 0.21653887 4.4000000 1920x1080 90.93333 Green
## 3 0.24722434 4.2857143 1920x1080 62.83333 Green
## 4 0.28560422 3.1250000 1920x1080 76.06667 Green
## 5 0.30388684 1.5000000 1920x1080 59.06667 Green
## 6 0.27552898 2.4285714 1920x1080 60.33333 Green
## 8 0.24177707 2.0000000 1920x1080 71.10000 Green
## 9 0.29029992 1.7142857 1920x1080 63.96667 Green
## 10 0.22469807 3.3571429 1920x1080 137.76667 Green
## 11 0.31008091 1.5000000 1920x1080 92.13333 Green
## 12 0.31019068 1.8750000 1920x1080 70.66667 Green
## 13 0.16322422 3.8888889 1920x1080 84.76667 Green
## 14 0.24297930 2.0000000 1920x1080 67.96667 Green
## 15 0.23545425 1.4285714 1920x1080 65.83333 Green
## 16 0.30436125 1.7142857 1920x1080 65.80000 Green
## 17 0.26116583 2.5714286 1920x1080 63.16667 Green
## 18 0.20091548 4.8571429 1920x1080 68.90000 Green
## 19 0.14477697 5.5714286 1920x1080 64.13333 Green
## 20 0.30190071 2.4285714 1920x1080 63.76667 Green
## 21 0.16214618 3.6666667 1920x1080 28.16667 City
## 22 0.19133141 1.5000000 1920x1080 59.20000 City
## 23 0.17996807 4.7500000 1920x1080 34.56667 City
## 24 0.17583213 5.2500000 1920x1080 34.56667 City
## 25 0.20972264 6.5000000 1920x1080 34.30000 City
## 26 0.20438395 4.2000000 1920x1080 42.13333 City
## 27 0.18897949 5.6666667 1920x1080 52.73333 City
## 28 0.18711333 4.3333333 1920x1080 51.40000 City
## 29 0.20333408 3.0000000 1920x1080 19.40000 City
## 30 0.19352329 8.0000000 1920x1080 23.66667 City
## 31 0.20697770 7.3333333 1920x1080 25.60000 City
## 32 0.20539422 5.0000000 1920x1080 39.50000 City
## 33 0.18569656 4.2500000 1920x1080 32.73333 City
## 34 0.20168880 5.0000000 1920x1080 42.73333 City
## 35 0.22713088 4.3333333 1920x1080 29.46667 City
## 36 0.16336556 3.5000000 1920x1080 32.76667 City
## 37 0.17216751 5.8000000 1920x1080 41.86667 City
## 38 0.15898596 5.5000000 1920x1080 38.23333 City
## 39 0.19691722 5.0000000 1920x1080 39.00000 City
## 40 0.14610933 2.0000000 1920x1080 41.10000 City
## 41 0.20381134 6.8333333 1920x1080 50.70000 City
## 42 0.21551343 3.0000000 1920x1080 31.50000 City
## 43 0.20324541 3.2500000 1920x1080 32.73333 City
## 44 0.15846038 4.0000000 1920x1080 29.20000 City
## 45 0.22616923 2.6666667 1920x1080 25.43333 City
## 46 0.20485442 2.0000000 1920x1080 29.10000 City
## 47 0.18546323 3.8000000 1920x1080 41.83333 City
## 48 0.13360700 0.7500000 1920x1080 32.80000 Green
## 49 0.20885240 1.7500000 1920x1080 31.60000 Green
## 50 0.18175076 1.5000000 1920x1080 31.60000 Green
## 51 0.19231559 1.0000000 1920x1080 30.40000 Green
## 52 0.17354677 1.5000000 1920x1080 34.60000 Green
## 53 0.15017663 0.7500000 1920x1080 31.60000 Green
## 54 0.15991400 2.0000000 1920x1080 31.40000 Green
## 55 0.17636725 2.0000000 1920x1080 31.60000 Green
## 56 0.14271961 1.5000000 1920x1080 34.00000 Green
## 57 0.11860207 0.5000000 1920x1080 19.00000 Green
## 58 0.17636582 1.5000000 1920x1080 31.00000 Green
## 59 0.26084925 0.0000000 1920x1080 30.70000 Green
## 60 0.20897285 2.0000000 1920x1080 30.80000 Green
## 61 0.16060805 1.0000000 1920x1080 29.56667 Green
## 62 0.16983785 2.2500000 1920x1080 30.40000 Green
## 63 0.17610063 2.0000000 1920x1080 32.83333 Green
## 64 0.18471458 1.0000000 1920x1080 32.83333 Green
## 65 0.13123794 1.4000000 1920x1080 49.53333 Green
## 66 0.11072399 1.6000000 1920x1080 40.53333 Green
## 67 0.11464505 1.7500000 1920x1080 34.20000 Green
## 68 0.13086508 0.7500000 1920x1080 37.30000 Green
## 69 0.22900279 0.7500000 1920x1080 31.86667 Green
## 70 0.25329848 1.0000000 1920x1080 30.63333 Green
## 71 0.21377210 1.7500000 1920x1080 31.20000 Green
## 72 0.22357451 2.7500000 1920x1080 37.60000 Green
## 73 0.17768766 4.0000000 1920x1080 43.20000 Green
## 74 0.20719324 3.2500000 1920x1080 38.80000 Green
## 75 0.27165110 1.2500000 1920x1080 39.76667 Green
## 76 0.22411226 2.0000000 854x480 14.73333 City
## 77 0.24095452 0.2500000 854x480 31.63333 City
## 78 0.26001607 1.0000000 854x480 11.73333 City
## 79 0.20772135 2.0000000 854x480 31.63333 City
## 80 0.19782545 2.6666667 854x480 28.40000 City
## 81 0.25578377 3.2500000 1920x1080 38.63333 Green
## 82 0.26435338 2.2500000 1920x1080 32.46667 Green
## 83 0.27703488 3.0000000 1920x1080 43.26667 Green
## 84 0.19070124 2.1666667 1920x1080 52.53333 Green
## 85 0.08514258 3.6000000 1920x1080 47.86667 Green
## 86 0.19011183 2.0000000 1920x1080 32.60000 Green
## 87 0.13333418 2.5000000 1920x1080 32.13333 Green
## 88 0.20535873 1.5000000 1920x1080 32.03333 Green
## 89 0.12445718 2.7500000 1920x1080 31.13333 Green
## 90 0.18294468 3.3333333 1920x1080 29.96667 Green
## 91 0.33506740 2.0000000 1920x1080 26.00000 Green
## 92 0.21070618 6.0000000 1920x1080 45.50000 Green
## 93 0.18620770 2.2000000 1920x1080 44.60000 Green
## 94 0.28045684 2.2500000 1920x1080 39.70000 Green
## 95 0.12508062 4.2500000 1920x1080 38.13333 Green
## 96 0.12907614 3.5000000 1920x1080 35.80000 Green
## 97 0.08732286 2.5000000 1920x1080 35.43333 Green
## 98 0.06473789 2.5000000 1920x1080 34.63333 Green
## 99 0.33108946 1.2500000 1920x1080 34.56667 Green
## 100 0.23567491 2.2857143 1920x1080 65.60000 Green
## 101 0.36565455 6.0000000 1920x1080 30.23333 Green
## 102 0.32747345 1.2500000 1920x1080 32.80000 Green
## 103 0.30060062 3.5000000 1920x1080 33.33333 Green
## 104 0.32013445 1.7500000 1920x1080 39.23333 Green
## 105 0.28733835 2.7500000 1920x1080 36.50000 Green
## 106 0.29706615 3.2500000 1920x1080 39.00000 Green
## 107 0.30330359 3.0000000 1920x1080 33.36667 Green
## 108 0.30299324 5.0000000 1920x1080 33.00000 Green
## 109 0.28200341 3.2500000 1920x1080 36.50000 Green
## 110 0.27497284 5.2500000 1920x1080 31.80000 Green
## 111 0.28139160 5.7500000 1920x1080 31.26667 Green
## 112 0.27165946 3.8000000 1920x1080 40.63333 Green
## 113 0.33576066 2.0000000 1920x1080 34.00000 Green
## 114 0.26418159 4.0000000 1920x1080 30.46667 Green
## 115 0.25672444 4.5000000 1920x1080 33.36667 Green
## 116 0.28337413 1.0000000 1920x1080 31.26667 Green
## 117 0.26929484 5.5000000 1920x1080 31.66667 Green
## 118 0.28963030 3.5000000 1920x1080 35.43333 Green
## 119 0.36775406 4.0000000 1920x1080 34.40000 Green
## 120 0.36869171 3.0000000 1920x1080 36.50000 Green
## 121 0.36037536 3.0000000 1920x1080 37.53333 Green
## 122 0.35858230 4.2500000 1920x1080 30.20000 Green
## 123 0.32858881 4.2500000 1920x1080 36.43333 Green
## 124 0.32217229 4.0000000 1920x1080 43.80000 Green
## 125 0.31673971 2.0000000 1920x1080 33.90000 Green
## 126 0.31837210 5.0000000 1920x1080 40.66667 Green
## 127 0.31947513 5.5000000 1920x1080 31.43333 Green
## 128 0.32677512 2.7500000 1920x1080 36.00000 Green
## 129 0.32936461 4.2500000 1920x1080 31.26667 Green
## 130 0.26474454 4.2500000 1920x1080 70.50000 Green
## 131 0.26139635 3.6666667 1920x1080 59.76667 Green
## 132 0.25083973 3.7142857 1920x1080 67.66667 Green
## 133 0.27837739 7.1250000 1920x1080 75.30000 Green
## 134 0.28408562 2.6250000 1920x1080 73.66667 Green
## 135 0.29282755 5.1428571 1920x1080 68.73333 Green
## 136 0.25625411 2.6250000 1920x1080 78.56667 Green
## 137 0.23009029 2.8571429 1920x1080 63.86667 Green
## 138 0.26477736 5.0000000 1920x1080 65.23333 Green
## 139 0.29546411 2.3000000 1920x1080 91.36667 Green
## 140 0.27058463 3.4444444 1920x1080 81.56667 Green
## 141 0.25529286 5.1250000 1920x1080 75.03333 Green
## 142 0.31021471 2.8571429 1920x1080 61.26667 Green
## 143 0.29908798 4.8571429 1920x1080 64.93333 Green
## 144 0.25343446 4.0000000 1920x1080 63.70000 Green
## 145 0.25601951 6.1428571 1920x1080 64.60000 Green
## 146 0.34465787 2.7142857 1920x1080 68.76667 Green
## 147 0.27346631 6.0000000 1920x1080 78.56667 Green
## 148 0.25681156 3.7142857 1920x1080 68.90000 Green
## 149 0.15944382 4.2857143 1920x1080 62.26667 Green
## 150 0.28284407 3.0000000 1920x1080 71.60000 Green
## 151 0.31582288 2.4285714 1920x1080 69.56667 Green
## 152 0.24542286 8.5714286 1920x1080 68.90000 Green
## 153 0.25068873 3.6250000 1920x1080 76.33333 Green
## 154 0.19631786 2.7777778 1920x1080 81.06667 Green
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